Entity Resolution Data Specialist

AuraOne, Inc.; United States; Remote; USD 28,000 - 50,000; Full time

Job summary

AuraOne, Inc. seeks an Entity Resolution Data Specialist for a remote evaluation track to review prompts and responses against AuraOne's quality rubric. You will label edge cases, write structured feedback, and help retrain models.

You will compare paired outputs, assign severity tags, and document recurring failure modes to improve data quality for AuraOne Human Data projects. This contractor role requires strong attention to detail and reliable async availability.

Qualifications

• Prior evaluation, annotation, or human-rater experience in ER data evaluation or adjacent content.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate entity resolution data evaluation model outputs against a versioned rubric and assign severity tags for Entity Resolution Data Specialist assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

Skills

ER data evaluation

Rubric-based annotation

Model evaluation

Inter-rater calibration

Data quality

Job description

Entity Resolution Data Specialist is a remote evaluation track for reviewing entity resolution data evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn entity resolution data evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate entity resolution data evaluation model outputs against a versioned rubric and assign severity tags for Entity Resolution Data Specialist assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

Qualifications

• Prior evaluation, annotation, or human-rater experience on entity resolution data evaluation or adjacent content for Entity Resolution Data Specialist work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Example tasks

• Compare two entity resolution data evaluation model responses to the same prompt and pick the stronger one with rationale.
• Tag an unsafe response with the correct policy category and severity.
• Audit a 50-row batch for rubric consistency and report drift to the program lead.
• Propose a rubric clarification after spotting a recurring failure mode.

Nice to have

• Background in linguistics, content moderation, or trust & safety review.
• Experience with inter-rater agreement metrics and calibration cycles.
• Domain expertise that lets you spot subject-matter errors automated checks miss.

Skills

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Entity Resolution Data evaluation
• Data quality
• Taxonomy design
• Ontology review
• Entity
• Resolution

Work model

Remote - US-eligible. Remote. Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

Hourly rate confirmed after the interview process.